Abstract #302198

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JSM 2003 Abstract #302198
Activity Number: 446
Type: Contributed
Date/Time: Thursday, August 7, 2003 : 8:30 AM to 10:20 AM
Sponsor: Section on Statistical Computing
Abstract - #302198
Title: Classification Using Random Walk Class Covers
Author(s): Jason G. DeVinney*+ and Carey E. Priebe and David J. Marchette and Diego Socolinsky
Companies: Center for Computing Sciences and Johns Hopkins University and Naval Surface Warfare Center Dahlgren Division and Equinox Corporation
Address: 4209 Eastview Rd., Baltimore, MD, 21218,
Keywords: classification ; catch digraph ; class cover problem
Abstract:

We present a new application of the class cover problem to statistical pattern classification. The goal of the class cover problem is to find a set of covering balls to cover one class of points while avoiding another class of points. We present an adaptive method for choosing the radii of the covering balls. The purpose of the method is improved classifier performance.


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